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Research on the Root Cause Tracing Method of the Change in Access to Electricity Index Based on Data Mining

Author

Listed:
  • Hongshan Luo

    (Shenzhen Power Supply Bureau Co., Ltd., Shenzhen 518048, China)

  • Xu Zhou

    (Shenzhen Power Supply Bureau Co., Ltd., Shenzhen 518048, China)

  • Weiqi Zheng

    (Shenzhen Power Supply Bureau Co., Ltd., Shenzhen 518048, China)

  • Yuling He

    (Department of Mechanical Engineering, North China Electric Power University, Baoding 071003, China
    Hebei Engineering Research Center for Advanced Manufacturing & Intelligent Operation and Maintenance of Electric Power Machinery, North China Electric Power University, Baoding 071003, China)

Abstract

Superior electricity-optimized business ecosystems (EOBEs) have evolved into pivotal determinants in catalyzing industrial–commercial prosperity. The access to electricity index (AEI) constitutes a valid instrument for assessing the EOBE. To realize the accurate evaluation of EOBE and the root cause tracing of its changes, this paper constructs a new analytical model for evaluating and monitoring changes in EOBE. First, this paper constructs a new evaluation model of EOBE based on the Business Ready (B-READY) evaluation system, considering three factors: the power regulatory quality, the public service level, and the enterprises’ gain power efficiency. Then, the model uses the raw data collected to calculate a score for AEI to enable an accurate assessment of EOBE. Next, this paper uses a priori assessment to extract the coupling features of indicators and combines the time series features and policy features to construct the feature matrix. Finally, the characteristic contribution was analyzed using support vector regression (SVR) and Shapley’s additive interpretation (SHAP) value. The experiment shows that the factors affecting the change in AEI are time series features, policy features, and coupling features in decreasing order of importance. This study provides reference cases and improvement ideas for the assessment and optimization of EOBE.

Suggested Citation

  • Hongshan Luo & Xu Zhou & Weiqi Zheng & Yuling He, 2025. "Research on the Root Cause Tracing Method of the Change in Access to Electricity Index Based on Data Mining," Energies, MDPI, vol. 18(9), pages 1-24, April.
    • Handle: RePEc:gam:jeners:v:18:y:2025:i:9:p:2275-:d:1646025
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    References listed on IDEAS

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